An Improved Fuzzy Based Missing Value Estimation in DNA Microarray Validated by Gene Ranking

Table 13

Estimated values for DLBCL-FL.

Leukaemia (DLBCL-FL)
Cancer				Normal
⁢Missing values inserted		Old_value	Estimated value with mem = 0.55	⁢Missing values inserted		Old_value	Estimated value with mem = 0.55
At row	At column			At row	At column
28	50	−0.188603483	−0.203477278	28	2	3.886811534	0.84848513
447	45	0.103798973	0.304241026	447	18	−0.146274929	0.009235547
546	8	1.055798216	1.246420135	546	8	0.140697423	0.320415944
640	52	0.052220359	−0.311252744	640	7	0.12552933	0.364757746
913	5	0.15759485	0.180411915	913	2	−0.135855848	−0.165390479
1129	4	1.051658222	0.598949762	1129	10	0.04903928	0.096097027
1142	31	−0.249901255	−0.311776993	1142	1	−0.249625598	−0.196558516
1293	34	1.91037315	2.330011528	1293	3	0.27829269	0.224522592
1553	48	−0.218067263	−0.107003318	1553	9	−0.00577268	0.602953445
1731	26	0.555312243	0.39207635	1731	7	0.448099319	0.524633075
2062	22	2.366047008	4.45272374	2062	13	0.201613611	0.849245039
2929	17	0.072886107	0.125837311	2929	11	−0.007410482	0.004016071
3965	56	0.137340738	−0.905551574	3965	16	−0.133906259	−0.083702381
3969	36	2.328255836	2.60971631	3969	6	0.520731724	0.584352541
4124	17	0.077170048	0.183068221	4124	5	−0.157303536	−0.036843328
4135	10	−0.35554626	−0.339641516	4135	10	−0.232750407	−0.161598404
4143	14	0.185986189	−0.024609518	4143	7	−0.032712551	0.024485269
4233	18	3.990305253	1.582890447	4233	8	0.770838584	0.706726475
4313	11	0.453186971	0.126025314	4313	15	−0.129336617	−0.079142717
4510	22	−0.167456263	−0.135667934	4510	17	−0.046588554	−0.100490086
5327	46	−0.415159893	−0.324486992	5327	12	−0.146934163	−0.22684469
6120	3	4.432535499	4.497409395	6120	3	0.919305283	0.723423487
6417	7	−0.253214481	−0.312493286	6417	10	−0.141004928	−0.007636336
6434	42	−0.220525385	−0.208472395	6434	14	−0.001659417	0.063668162
6756	55	2.0189449	1.307321937	6756	4	−0.009878439	0.570901233